~/talk

Natural Language Processing in Automation

Talkat DevConf.CZ 2023 · 2023-06-16..06-18· [machine-learning, developer-experience]
links:none on file
slides:none on file

Overview of concrete results and tools: code and notebooks live on GitHub, models use BERT and RoBERTa for classification and generation tasks, and pipelines for machine translation, knowledge‑base search, social‑media trend detection and developer virtual assistants are prototyped as APIs. Claims: GPT‑style models lack true understanding, show bias, have no realtime knowledge and give incorrect math answers (reported as ~100% failure on arithmetic), typical NLP systems reach ~70–80% accuracy. Ongoing projects include explainable sexism detection and an AI judge evaluation with train/validation/test splits.

AI-written summary · about

  1. 0:00Introduction
  2. 0:32Agenda
  3. 1:28Machine Learning
  4. 2:40NLP
  5. 5:56Examples
  6. 8:35Trends
  7. 10:44GPT
  8. 14:13dissertations
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